{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "# Linux 播放命令\n",
    "os.system(\"aplay ../../../resources/ding.wav\")\n",
    "\n",
    "# Linux 录音命令\n",
    "os.system(\"arecord -d 4 -r 16000 -c 1 -t wav -f S16_LE 温度湿度.wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['今天天气.wav',\n",
       " '打开窗帘.wav',\n",
       " '关闭音乐.wav',\n",
       " 'Untitled.ipynb',\n",
       " '小1.wav',\n",
       " '小2.wav',\n",
       " 'record.wav',\n",
       " '关闭窗帘.wav',\n",
       " '.ipynb_checkpoints',\n",
       " '小3.wav',\n",
       " '温度湿度.wav',\n",
       " '小4.wav',\n",
       " '播放音乐.wav']"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#扫描当前目录文件\n",
    "os.listdir('./')\n",
    "#播放命令\n",
    "# os.system(\"aplay record.wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 音频图像绘制\n",
    "import librosa\n",
    "import librosa.display\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_wave(filename):\n",
    "    y, sr = librosa.load(filename, sr=None)#加载音频文件\n",
    "    filename\n",
    "    # S = librosa.feature.melspectrogram(y=y, sr=sr, n_mels=128,fmax=8000)\n",
    "    # mfcc = librosa.feature.mfcc(S=librosa.power_to_db(S))\n",
    "    mfcc = librosa.feature.mfcc(y=y, sr=sr)\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.subplot(2, 1, 1)\n",
    "    librosa.display.waveplot(y, x_axis='time')#绘制音频波形\n",
    "    # x = [i for i in range(len(y))]\n",
    "    # plt.plot(y,x)\n",
    "    plt.title('Wav Form:'+filename)\n",
    "    # plt.colorbar()\n",
    "    plt.subplot(2, 1, 2)\n",
    "    librosa.display.specshow(mfcc,x_axis='time')#绘制mfcc波形\n",
    "    plt.title('MFCC:'+filename)\n",
    "    plt.colorbar()\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_wave('./xbtx_jintiantianqizenmeyang_slow.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_wave('./xbtx_jintiantianqizenmeyang.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/librosa/display.py:675: FutureWarning: Conversion of the second argument of issubdtype from `complex` to `np.complexfloating` is deprecated. In future, it will be treated as `np.complex128 == np.dtype(complex).type`.\n",
      "  if np.issubdtype(data.dtype, np.complex):\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GiIkfrsfuU5n+ndCF84Ulhr7inHMkZ10AAOQXlc4VhpssewuWNENco5ipi5CRV+SXrzd5XBAEQQQGCWSCCDJL9p/BJ6vjK7obGkmq8AOcKdt0vrBmLgE+rvOHv2KTsfSA02XDzCXAaP2B5BxsOpZeqvOb5VRecegcBs9apZy7jOywnJcu4A5wz4l8vrAE53Krph83QRBEZYYEMkEEAdmy+t7yo3hr6ZEK7I05opt22WfWx30A/RT+geRsrQLcEz/vKXXffNGOpQ1Ck63lmXlFGPf+OgB64elLPzz5+nryQdYfw1M/jZdd93nl74MYogr7ykx+UQkW7U2p6G4QBEH4DAlkgvDC2ZwC7DzpeWrfW4YKEfQFAIdScgEoWRxKU8a4NBSVOP1Y/dGcsjCc+OEG/LP/DABgfVyatj7TxfUkmJkVzA717G/7MOqdNX75hcennsfhM8p3oROhJu19F7QmeaUDtL/r8iVz/XFik7JN81hXpni9v2NT8OC8XRXdDYIgCJ8hgUwQXnjql1hc+9kmw207EjKwYGeS16C784WKgI5NzEKaWnL4li+2GpYxLkuMRNOOkxkBH6PIIGCs78zlOF9YgoJiu2luaG/oKtDJgW3q8hM/7cHJ9Dxt/eZjaTiWmod20xbjRJpzvedzGK8PJBOEL1Zjux/i3WxQwRh0atzb4MPsT3EdxJQ1dnKGJgiiikECmSBKwQt/HsCTv8RiiWpJzSkwFsrCr1UIZQA4LfkGlxdGesmsFLURsYlZKC5xF8Wu+mfx3hQ89Uussk1u5+N5vInU33afxho1M0bM1EW6DBoZpRR/ekEegBlWdkkJ0Ipr6psNpr+efsRMltgdsDs47A6OvjOXewx43J6Qgez84GVaCST9M0EQREVCApkgTJj08Qa866N4LCxRgr9OpHq2XuabBIlVJE2jwg3XC/F15Kwzv/GpjHwt2wRg7o7w7eYE/B0kn1NzS29QDq8cq5T7m7pVeFCsgYhv1108un24nPuazzbh9q+3osShDHC2J5jPHFw/ezPeWV45/egJgiDKAxLIBGFCbFI2PlwZh4Ji76LWm/AVYkTOP1wRGImy+4a397jP/tP6AiAXDK+HXo0dSA5exT1fi3V4aw/A1Lrrr1b15NpgWorbw/FcT++rm4gnXP+mvUnZ2HkyU3P18Obx4Y9LiD8s2puCH9Wc1wRBEJUVEsgE4YXtCfqp6Kx89yl8b0F8G+KVILYMg30B4PavtmKDFOgWDDbGux9PiCZZO9UOswX1vG7ofGaN+wN4ELwmW8rKq1WcL2bqIiRlGBc/ceuLH37BRogZiLKGgaFEE8ie+xnM6yt/h1MX7MWzv+0L4tEJgiCCT5UUyJwrLy+7gyMxIx8lHipLEUSwEBY1USDk6NlcHHQpr+ypyhlgLp7WxaVh6YEzQeilEyNrdWxiltu6szmFAZ/jXK6yb9p5c7/f40GwhhphJqh90aeuwYOyUJfdJURApc8n9wDn5pbqQtWve+7mBLdtn6455v/JYHwdLhTbtUwfZRk3l+0atCr93YXSb+RY6nlwzjFv6yn0nVF5yq8TBEFUSYEsLHj5RSUY+uZq/Cj5RBKEv9gd3KdsC+2nLUZ+UYkmlH8yuO+um70ZR87mmh7DLCUXAMzdchIj3lrtQ499w2IQGfXzDvcSzvd9vzNo5/QXs4A4XWozv22Zzvaz1x7DykNnDVsx3bKxchXXsKjE4bOglN1tpv3utJTuP22c0s/u4FoBkel/HtDW3zhns1tbdws8c9nuvZOiSTDT78ks2Z+C3i8rYnf14XM4nnped3Vly/Wod9Zi3+ls7EjIQGYQgwIJgiBKS1AEMmNsHGPsCGMsnjE21WB7GGPsJ3X7VsZYjLo+hjF2gTG2R/0325fzicpgD83bDQDIKyxdaViiZuNPCeDiEq4J5IWx7uWQS4ucjaG0DO/UyG3doRQ/fINNLkugJZP9Qe964a+LhbP9rH8O4+1lngMtU7L12UTk84klEdgmyCs0d4lYdvCsLs+04LGfjIuprDAR8FtPeE+/F0hwobhu3r7GQL/mM9nOyn53/m87pv+5X1dBkLtcmtyCknK5pwiCIPyh1AKZMWYF8AmA8QC6AbiZMdbNpdndADI55x0AvAfgDWnbMc55H/Xfff6ce+1RJc3TeS9FGggiWCRm5vssHIxEUnlSVpm1svLKw9JnIopNqvp5wpuldO7mk6YuFsJC62/56U7P/+Nx+1UfbdCOWGx3eHUTC9Tam26Q8k6IUQ4gKTPf1MIuAun2Jrm75RhxIi0PX2044TZwcb12rmLY7tDPESzYmYQLRXYUFNuRrrq4PPzjbpzLoZLaBEGUH8GwIA8AEM85P845LwIwH8AklzaTAHyrLv8KYBQLKMGonqv7NAcAfLw6vrSHIggcTz2vuVoYBeIBwBUfbdAGZt74aUfFuv4YuVj4Q9w5Y1eR3CDO2BhZa93amGSb8CePRMzURYqbhEHrUJv5Y1CIOQfnHl09fNGvQzs2xPdbTgIA9kruFjsSMpGc7Zv48+ZusuuUXsw+97vihy7Psom+OjjHf3/Zi7u/3aHbx1WsX/XxRuSa5PeW+WbjCcz8+6Bb9guLhXn83ppFheuydjz5SyzWHk3F+A/Wo98rKwAAf8UmY3tCJv7ccxo9X1rqtS8EQRClJRjh6y0AyEogCcBAszac8xLGWDaAaHVbW8bYbgA5AJ7nnK/39cR5lTCnLFF1EYU7krMuYH2cuQjOL/JNIBaXeLcMliU+ZjvTkShlbVi0z5nH+NYvtwanUy6YpRIzy26R4pOQNP7LP1sTj/aNaxueQ8A5N6x+xwGc8xDMmGoWzCdxvrAER8+ed1v/v00JXvcVfSrxknrNLThORQRTAk6R/fP2RNiszsFBQbEdRXYHjpwx96H3BVcLsZW5X2urhWnBgowpKehkLMw91R1jSrYYb2XdCYIggkEwLMhGbyP3WTbjNikAWnPO+wJ4AsA8xlhdw5Mwdg9jbAdjbIc9X3mYypYfh4PjVBD9N4maxz7Vqjd41qqgHI/DtxK7rim+DiRno+v0JZizNrDsBRoBGJDlrBzl4RYqVxM0m1M6X1iC5QeVDB8/bPWeP3fNkXP4K/a0ZukXf8d7K+LwyWr5mionPJ3p7MOqw+f0B5MC2ryJU2+BnrtPZQXsayv2+3ztcV1mDV/n4WQXDbGYnF2gHTc1txBdpi9Br5eW6W6b5QfPqucxPlFhiR2cczgcHN9tVqzjry0+rGuz+kiqNlMgcopbGZOs8wb9BTCue1PdukCu3TFpVij+XK5POc0JgiCA4AjkJACtpM8tAbhGL2ltGGM2AFEAMjjnhZzzdADgnO8EcAxAJ6OTcM4/55z355z3t0ZEAVASzgsW7UvBsLdWe6wORRDBwFOAViDEuVgVJ364AReK7Yj10fezrPDFslkezN+eiP9853umjY9WxePhH/dgytfbAHh3S/hlZ5KWYi8rv9iwNHawxgqB1t7o8Jzi05x6vhAv/3VQWx+IUUCfs1n5PyHdaa2VxbAI6jyZnqcbAIhBXefnl+D7LSe9Dh7EIf/16Ubts0MbfAB9W9fTtwcQFqJ/PXHuv0hOkKzQo99dhzlrj/u1P1G5mbP2GD5aFVfR3SCqKcEQyNsBdGSMtWWMhQK4CcBClzYLAUxRl68DsIpzzhljjdQgPzDG2gHoCCCgJ9gbSxSrxab49EB2J2oAM/46iAPJxqm2ACUllS8EuwrYpE82BvV4VRXXgiy+cCzV3WXBFdmNwyzYLUtNMfbhyjidghTtS2NN7zBtseH6QLKg2B3cGWTHuUd/8BcXHjBcbzRgkP++UMntQly7DDXYb9rv+1Bid6Dz80u0NgdTcnEy3XOua3H8QymK+0ZhiQNz1inWfAd3ZoYR19tmdbdYc/gfLOkq3H11jyIqN+J+ef2fw3jHS5YaggiUUgtkznkJgIcALAVwCMDPnPMDjLEZjLGr1GZfAYhmjMVDcaUQqeCGAdjLGIuFErx3H+fcqwnYYjDdl6ROk1otwH9/icWfe06X7g+rwjw0bxe9CAz4euMJLNhpfl/4KtCMSy0bHO9Ehk/+kmVV0rfEQ85lM8oq84W/ZF8oNs0bLEjLLcSod9Z6PZace1q+1kb+4SddKucF45vRiTRJie4xKNriDbk/j/y427BNtir25eqOslVY3x0DsQzzAcKB5BycVf2ZxbYft53SHX9IByW8ZMl+5wyfkeVXCBvOnd/Lkv2KJT/cZnUblHDO4Rp3+uvOJAx9w+kSNfnLrbggxaa4/raCGWBKlC9vLjmMpMx8LNl/Bu0NBp0Xv7ICs0vrlkYQEkGpMcs5Xwxgscu6F6TlAgDXG+y3AMCCYPRBkJlfjF92JuFkej4m9WkRzENXGf7em4L7R7RH2vkirDx0FjMm9ajoLlU4nsSIWWBTaVly4AyWlKI6XrGdIzu/GFERIQHt/9WGE37v46v4DwSzzCBGbDuRgSs+2uCxzYerfMteI/udymJ1zjrnZJXO7UDaV6zffCw4M1OxSZ5FvzeSMp0C/i/JxUymt5eKdO9KFjej7BlyNUiRbUP45zeqHYoHftgFQC8+j0rFcUTK6DVHnIGunizwDsm/+6yaym2tSZCsLMRzCoqx6VgaEiUf8g3xaUjOvoD2jZRgTNcBX1LmBQSK3cGxIT7NML84UfZ8uuYY6kWE4PN1xpPMqecLMeufw+jRPAqHz+Tg30PblXMPiepGlayk5wnhG+ea2L+mwTnww5aTWuBMTedqD24MhQb5ip/9bZ9By/Jl+cGz6D1jGewO7pe45Jz75HpQ3vSZsVxbTvch64MZm+LT/GovGxFlS2amdE1lq2mmwbWWqw2a5Q0uD46n5mnuIDLn/bCMboh3F5+yJVm2uAuR+9bSIwAAm8WC4+eUe0vWvLKoFtdYPo4332Fx/gL1t+iLr3Cvl5bh71hlkLAvKVsbxDAoaeE+XRPvFlx4edfGOJdbEFBe6V2nMjHl623gnOsGKvLf4K3UPOEb8eeMn18MTCtrHycNyuTv840lh/HKokNl20GiRlDtBHKbBpEA9OVeawJrjpxzi1SX3w3bTmQg06BoQHXnraWH8Zfk6+lr1H8ZeT0ERPtpi3Xi0hv/7D/jk+uBEVuOl48Pv8hv60q2D+WGf/Yzv7T8u3C4/Eac653LcuEhI4u6nDf4JoNy0BXBK38f9Lhd/ruNXHryJJcsT88Jq5VpbgpyO6NrKZ/zew/ZR674aIO2T7GX4jquv98iVZB+vfEEbv5ii3b+h3/cjTeXHDHYn2HAqyt11u3Vh8/5JGxFm83H03HpG6vdtn+yOh4dn/NcIIbwzpEzuRj9rvHzSx7IyrMxS6WZOnHfldgd4JyyWxGBU+0EcuO6YQCAw6XM5VnVuOOb7VogDQBc+fEGyM/8G+ZsRt+ZepGVdr7Q8GW4YGdSmfnFljefrD6Gz9Y4/dI4B9bHpWLga4pAKypxYIOHnMdVkcVq/mJbAIVCfttV/r77soAd9pa78HDljz3+BbfJbhWJGc4pdt3MQYC3+xYfykGXB94syLdJeayNftuP/Ogsg32/6kJhhHxHDXhtpbYsP2/PqKW75fPEevG3FjmR5bSI4ly/7kwCoAyMfAnS81TB0qr+JmS3qjv/t92nAF0R+2I2iPNW0pzwDXlQujcpC3/udj6T5MHr3C3O2VG5vPmBZCXzyqJ9KVh+8KxPzxSCMKLaCeRH5+/x3qiacC63AHsSszSB4TqdmGNQ/UquiDX6nbW45rNNbm2e/CVWVzCiKiL/nXJuX0Cxpp9Viz4Men0lnllQ8e4UwWSD6oLgLfWWEUbuJmWN3M2y8Ac3m07XzbgYlJeuSvxt4o8skH2NjQSkry4aZucJk3LSC59gf7J0iKsvi2rxNWxXByEbPWQokr8yT+51VrWha5YMDiWP9WVvr3Hbp6DYDoeDa9JcVKgUQZ43zN7s0/My/XwhXjLJLEI4kYNn7/luJx79yflOl+MO5EGX0aMuIS2fisoQpaLaCWRXXvhzv/aDW7jntGapqA68vPAgrv5ko/ZweHS+Pqp9m/pikQtRLFCtMQCQdaHY9MFeBTWCBuccPV8yDlRac+QctqrXxe7gSK+Gbif2ALJXVCRyl4LJAAAgAElEQVSBFs/wlRyTl6Rs9dS7CFSt6+cvxWXwDAzWwEoWyGIxxOb9YSRblmUXHPEcO6haFcXn2MQsTF2wV7MGi8HScTVvMudcCzzsMn0J2k1brIlqYUlevP8MMvKKsC0hwy0I+LvNCW45+ZccOFNpcotXZuS784watPnWksPGjVX+2us+GOPgePKX2GB2rVzYfzqbslBVEqq1QL7tq634bvNJbcrlkfl7dJW7qjpC+IoX+vo44+AlubBFkd2hDRIszGllfH/FUaw6fFaL+C8qceCffSleq4NVZoyqZh1Py9MGDkapgiozrqkLS+wOw+wKVS2VVWWobia/lMsqq0llwZMLQqCUNr2WEKiyQBbLRm4VY99fZ3osUUCKScd94mfFCinE7RfrT2D+9kSsOaq4VsxxyYxwJqcAY97Tn8N1ZqG4xIG7/rddd1zBC38ewPWz9f7p8nUvKLYHFChYEzAyYn2yxvP9tfuUuwtPnvQcrEq/6Ss+2oCPV8UjO78Yby31PDAgypZqLZCFYDyR5jmJfbAptjt0QQMXiux40INfX2mRXypGA4CJH67Xln/cloh20xZjy/F0zR8v7Xwh3l8Rh8/WHNP8mIvsDuxQ86hWtQe56O6tkt9ldeCJn/XWkL/3puDmL7Zgg8nAqKrQ148AxLJCvserYrGhANzNKxXiEaa3ILv7JYt1R3yIMbFYGO77XnnuitkCoWMb1g4FABQWK6K1oFg/aDDy035NzYwgBnQczrR7vlx/UQHxr9hkdJm+BJ+tPYYTaXmY9U/NFUEvLTyAszkF+H1XkpYdZpcqdned9L9wkMx5yTDU++VlmL32GL7fklCqY5YXF4rt2HgsDZ+sPgbOOZYeOIOnf6161vBgsyk+DS/8ub/czletBbLgsZ/2aBHI+05n40KRvUwjW/cmZeHeuc60UCcz8rBon2cfQX9wVp1SPst+Vl+td899myL5H4rBwoHkHG1/EQF/MDlHs3KU2DmaRYUDQJn5zRXbHfhyfXBKv+5JzMKTqoAUr7adpXzAVjbsDq7zzxMPioWxpxEzdRGe+HkPzuYUoF2jyIrqYkAE4isdbHZJFqiq6F5UCS5hqTilunrZDbKMzJMyYJi5KMjfmZHYFghXEJEq7OkFewEo6d8EU77ehhf/VJ558ntCGAyEvzbnXMuWZLEwtKhXC4DecikzsG0DAMAqNSDw2Lk8LNyTbGh933kyA8nVaLbTjP9tSsDSA2fw+M+xuPvbHeCc47vNCQBgGB8jUzfccxmHzk1q6z7P+ucwnv+javiAyzapD1bGYd7WU/h5R5L5DjWEOeuOl2vq2hohkAFg63FlWv2BH3Zhxt8HyzSy1dXgKkSnsFJ9tDLw2vEn0vI014CV6oNWzmv69UbfikPM/Pugs2Stui6vyK69oCZ9slHLJbnLYPoqGMSfO+9TvsoNcak4fCbHcCo+Zuoi7DyZid93JWHBrur/ALl37k7tOgjfWvHg/G3XaQx8bSU6Nq5tuj/hnUCyf1Q0QpxVdWTLsD++4DrLs4fRgpk7T6E08Fx7NFV7thbZ3duLcvX//XWvJpDrhodos3eus3jbEzKQW1CM1g0iAAAt6yvfVYiV6QYEmXlFmK+Wsb/2s83agN8TnHPsTcry6qZUUGwPmiuT3cEDynI09I1VhoOHn7Y7fcav+XSTzqDjCbPYAkGGDykjKzPi3lp1+FxQKnpWB8rbeFFjBPK7y505MX9UH0KZeUWaaH1n2RHETF2ETcf009Wcc+w+lan77M2PWXyJ53ILYHdwrfJPel4RCorteGf5UV3gnD/sSHBPK9UsKrCXo3jGnctxFm2Qk68Lyuqm9DWp/uSvtuGB73ehy/Qlhu4eSZn5+EctUVtU4qhyLiH+sPLwOdz5zXaPfqSjujYpxx5VP4xK2Vd2GtYJq+guBIVtUto8f6o6/i6lArN7+P2fNxFVroGtwv3M6BHVsLb7tZaDnedKFi6Hg+P62Zvx8ap4TVRekKzOUbVCtHULdiVhqlSgaLOHnOQ/b09EbGIWYpOycdXHG3GlS9XJczkFOJnudC28fvZmXGtgkY2ZusitCNGFIrsubRqgxDsIcXvjnM24/Wtz9zW57b6kbG05MfMCzuW6FwgSMUIAsDuA8utm49kPTQxR+09n485vtvl9nvKEc47n/1DuBZuFYd1RxQgmcnabzVKUJbGJWRWe5KC8n801RiAbWUFLHBxtn12MDXFp+EGdxrvli61IzS3UgtP6zliOf32qPFg+WHEUX29MwJBZq3w654BXV+LjVfHaVNmctce0h2Oghf5kt4HoSMWPLtXgoeMPYsowzGbRfPZk9iZlY0NcmtcCDZ5+tCV2h1v1KX9+a2Jq1MhyUVBs1x68Ly7crw2Aqiubj6djjoegqOo8QCgPqlqQI1B9vvMRnZ2uDmZBx97wNPB+Z7lxruJ4l8qT4jkjjtW7ZZS2zSh1mFx9Uc7P206d7csvsmsW8UzVsnk4JQchamaMh3/cbZqS7NedScgpKAbnHLd+uQUOB8fTC/Zi0icbtf7FqZXnthxPR4ndgbu+3Y7hb63RjnEwJUcnRGVcz9v1hSW45HUlx/XwN1fjdNYFvLn0CLq/uBSA4mqy5bh5/u93lx/V2l758Qa8u/yorjLeQ/N2lTqoU8Zfzbb0wBmsPpKKI2dykZVfhMNnjK9LRfLt5pNufvGA4ko46PVV6P7iUmw7kYEPVhjfzw4H1/lbc85LVb0UUGaVt57IwNGzuYaDLSMOJudgn1TQpbSs8iFfeTCpMQLZCJH7dPJXW7UHTXRkqC7iNeuCMw3Qeyvi8MnqePcDSRQU25GU6bQw/747CTarcpm/WH9CO48nK4cnBrWP1pZt0sO1NIh0Rp5SNU3+aiue/nWv6fZNx9K0h6L8sj6ZnocTaXl49Kc9uPSN1eCca6NheSyYmVeEJfvN/bSNrpsQ9nIe4x+3JWL6n1XDz6w0mL3oAVS7vM6Ed/YG8SVUkQQjxV5xAGkO5cp6+mOpMRmSCjNKwfXmUveqfaFW5+t17paTWkpJ8d7ZdSpLs4iFhVjwgWrxlGcsAeCpX2Lx5+7TsDs4NsanY5OUuUa2qI18ew1u+nwLlh88ixOpTutx22cXeXWJyL5QbFie/mRGPr5cfxzHU/WB7p6Ot++0/l4sKLZr1my7g+PvvSkVGpgoqi+O/2Adnvt9P8a9v94n95OiEodpkZjeLy8rVcanmKmL0N+kuqhs3Pt5RyLSVKF7w5zNeG+F00q+Md45oEzPK9L5Wy/Zfwb9XlmBxIx8n6qVOhwch1LcBw52B8eY99Zphro5a48hJdt8Rv362Zvwr882Gm57aN4u7DrlPU5IrobYpK5z9mbbiQz8ohrtXGdBgkXNFsjSb1xMWaebCDVxk4osD2Y/qPeWH9UVK0lIz9dNGz7/hxJY5YsPl6fUNNN+36cVuygt3nKYxkRHaMtykJjDwTXLgBzM0vbZxRj59hrEnzuP4W+twci312ipl7Ycz8DtX2/D2qOp2sM9K78IfWcu16zXI99eg/dcBKBR4E1NCGIhiJpEeViIQqy+T9MKsV3i4Ai1WRBus6CoxP3ZfX2/lm7rujaroy3HREdoFvGjkhub0LeNJReZOMnaKt4djDHNNzdZEiTy3yICsEscHOEhVm29/J5LyszH1AV7sSleb51/5te9puXpv9mYgBVqhgnAWRQm7Xwhnl2wF7PXKpkWYqYuQkGxXXNPEVgtTHvWyyWkjQpZlQcL1UqcDu5MlZqUmY9fdyah6/QlKCyx676j5//YB845pv+xH71nLENK9gWdEWjt0VTDd3VWfhF2ncrEor3JSMzI1ww6J9PztPfY+yuOajPAaecLvbpeyv7Zwzs1AqDohMSMfF3WJlEsh3OOvjOWYfUR5Xc19M3VeHj+bnSZ/o+hoP9sTTzOZBdg5eFzGP/BehxIztZV6HX97bz+z2Hc891O7fuX9UGJ3YG8IjtK7O4GM0DJwrTYpfDQnsQsnFVzXz/3+z5sPpaOl/9yxoxde1FL7e+6Yc5m/Fc12vWZsVw3SxEsarRAvvmLLdqysBDcO6ydlvRdFmCuPp9dpi9BTkExDqXk6ESbaz5NV5YdVB40nnx5hD9b75eX4aF5u8A5x/q4VDgc3DCyu6yRe3r1p87R4JIDZ7QH3kdqhSORl/dEWh7unbvD7Vhr1B/qlK+3aS+Ht1ysLyfUXMWyX58YNd87d6c26vTVh5kgCELgS7lqwWRVdIjYBsaYZoGUmb/d3f1MtjrLOZRPpjmfa8/9rhhM5JRmsu/wDXOUXMqhNguGvrla7b8TI0NLflEJOjdVxPkyKd0oABxOycX87Ylu2UD8yRMcolrG+7+yAj9uT8S3mxJwRBWUWwz8pvcmZbuJZgC4qILSO8ois0gSb+8sO4ILxXb8tD0RY95bhw1xabA7OL7fcgolDq5VKB30+iqsVWdBEzPyMeVrY3/mz9cdxzWfbsKD83Zj6JurcYfabvhba/Dc78os3/sr4nDxq07LsS8lzwXimr608ACu+ljxQRe6QszSFts5MvOLdRkwMvIKERmqZAD5eFUccguKsSEuDRe/ugJvLDmC1xYf0mZJJn64AdP/2K8NCDiApnXDdf3YdzpbE//inp/85VYMklxR31l2BPlFJZrBTGCxMJ1L69WfbMTA11aiqMSBH7aewjcbT2gxX/HnzmsB1N9sTHC7Hr5WA/UHz3lSqjnytJG4AT5ff1wToQcln62lLg8aABj46kpcKLbjg5v6YFKfFn6d266K3pTsAtzQvxUAJXgwPMSCx39yRi//vTcFjeqE4ZuNCbiqd3Nt1FieyA/PvEI75m5OQEzDSGSpUzUfrYrTbmJZFB9Ldc8/veWEu+/aD5LYF9M/Z3MKMPTN1fjpnkt0bdfHpaF78yh0a1bXLVsIQRCEN0JsDEU+xv8JMcyYIkZDbUqBEAZ4zSwg+/zKufib1QtH7tnzmNizmZb+M1ZykblQ5C7AE6T95YwlRi4p9SNCNSFxj5RuFAD+/Z3yfF528CyuU/1IhfAG9EYHeZa0TXQETqbnY/epTLeguJTsAhw9q1jvrBaGwyn6QO89iVk6txBBZUjvKITk2ZxCTTiLd9DcLQno3UrxPd+blKULzhfvRCO3lD92n8bEXs10MwGA4rst2s/fnog7hsS47Zuc5VsGD8A5UErPK9L82l9bfAjncgu1Mu8bj7n78R9MztFmZN9edhSL953BQcmdokndMN27NSE9TxscFJU4tOqGsrupKEYmvtMNLjMUH62Kx0Vt6mufz6nHSM0t1A0IBcJH/WCKM3vV7LXHtAwwrjEDgD4OIFjUaIEsI24Y+cYQDxPAOP+miLJ+dP4ejOraBDsMxJ8Z+YV23PaVMqIMt1kwtGMjPPubse+oGC0tjE3GkA7Rhm3KkizJZ+lEWp6bj+87y8z9YV2JlaKUjSzAvWcoJaJFydcbP9/i1mb22mOYvfYYHhzZ3ufzEgRBAPCubI124co7Iq/QjiUGxhJ/EGLSLCDfKFXnp1IluVukqXQjjRkZZsM6HwIcdxjkib9xjrP6X5fpS7Tlk6oL3fdbThmmV/tBDUwMD7Gid6sonDlQoJsBDGZQXlnwj+RWeV61ni49cBYTeioW3Ws/01dFzMgrwpoj57D0wFnd+sISOx77aQ/+2puMlYfcrcGPznfGC417f73b9hlqTQIjrBZmOGMgRD4AfLlBf+/c+c12t/auhzjo4mv8xfoTePeG3trnA8k5mlaRZ9LlmV/xLu/x4lJtABceYtEFGh6QfNMHvKYEgf6++zTuHd4OgH42pGcLZWAix3MlpOWhjZoqUR58inN/tDIOYBanb1EQIIEcJBbvS/EYxObKAz84R/aPSD7L3qhOAVgiO0igfLK6cj90CYKofOT5aj6W8KUaq83C/LKK+pPGzgwjwXTcwLrmK/tPe87oYJZrfqtqHJLLa8uW6cpOn1b18f0WZSZzzlqnm+SjJu/mUxn5WmVEmc7PK4MKI3EMADkXAncDsDBAvmOMXH2ChWvVVkGeQYAqoDd2CUu7axaOt00MacfOKb8t2f/aKBf2jpOZ2qBONrR1fO4fAEqcWEijmB6GJwkQVhXTA9Vq3ok3uf29iu4GYUCozeIxRy9BEERNxRfXDIIwIsTKAsrQEkxGdm6E1QYZX27s3wo/eUkD641HLuuAD1d5zhLmjZRvH0NhSlzQkiXX6CA9IviQOCYIgjCGxDERKJXBlmkkjgGUWhwDKLU4LguCIpAZY+MYY0cYY/GMsakG28MYYz+p27cyxmKkbc+q648wxsYGoz8EQRAEQRDVhcoQ1FjTKLVAZoxZAXwCYDyAbgBuZox1c2l2N4BMznkHAO8BeEPdtxuAmwB0BzAOwKfq8TwSjGTyBEEQBEEQBGFEMCzIAwDEc86Pc86LAMwHMMmlzSQA36rLvwIYxZTEkJMAzOecF3LOTwCIV49HEARBEARBEBVCMARyCwCyA0qSus6wDee8BEA2gGgf9wUAMMbuYYztYIztsOdXj7KqBEEQBEEQROUjGALZKGLQ1QfCrI0v+yorOf+cc96fc97fGhHlZxcJgiAIgiAIwjeCIZCTALSSPrcEkGzWhjFmAxAFIMPHfQmCIAiCIAii3AiGQN4OoCNjrC1jLBRK0N1ClzYLAUxRl68DsIorCZgXArhJzXLRFkBHAMaFzQmCIAiCIAiiHCh1JT3OeQlj7CEASwFYAXzNOT/AGJsBYAfnfCGArwDMZYzFQ7Ec36Tue4Ax9jOAgwBKADzIOfdaXshiVqOTIAiCIAiCIEoJVdIjCIIgCIKoxFSGSnqVHaqkR1RqomqFVHQXCIIgyh0LTWxWWdo2jKzoLlQJZl7dw3D9nNv6BXzMLk3rAABWPTk84GOUFSSQg8S8/wz0q/071/fWfb55QCuTlnq6Nqvr13nKG3+KuLx5ba8y7AlBEIQ7tgCUbIt6tby2CbH69zqd0LOp3/1w5ad7LnFb991dgZcS6NykTmm6g3uHtUP/NvUBBHadK4rnJ3b1q/1r/+ppuP6Wga097tctiO/v0V0bB+1YrjxyWQdtWb4noiNDDduX5r556zpFCzWXfmNmgntw+2i3dZOla27PywpqkgcSyB6QraFilGPEXUPaYlC7aMS9Ot7nYw/t1FBbjn1xjOkPDnBaJuqE23DnkBifz1HW+PLS8ESXZu7XtHtz7w+Qsd2boGuzuvj74UtLdX6CIGoeYSH+v/bC1X1qhVhwSbsGhm0KSxx+HdNq8b0fsth8+aru0jHcRajNwhBqC+zVfpNkqLlLetfUU9+Fdw1pa7jfG9cq768x3Zsi7XwhACD+tQkB9aEiWLzvjLb81JhO2vKeFy433Sf+1fFuQk68xxfcPxjtG7lbpWUD16gu7gK3d6t6pudzda8oS+/Ydo1qa8tHzuZqy7VCjAsdi/tw5tU98M+jQw3bfHPHxdryKFXc92wRpe0bJt2z4h6SueaiFriknSKQ/9XXWS7jFfWaTxnUBvbctBQPf5bfkEBWsaqBf9f3a4mGtZVR0gc39dG23zE4xm2f2we1AQBc3bc5GGN+WRCsjOHwzHE4NGMcomqFgDGGQzPGYfd05Qf58S19tbYLH1KE4Ic3962QUXnrBhHacv2IEOx/eSwOzhiLx0Z3BKCfGunkZSR5Xb+W2rJRsOWiR5Qf18C2ykvoxOvuD9nOTeua/ggJgiA8wf3TsQAAB1ee2YwxREeGGSbwd6VFvXDD9c2jlPXx53INt0+b0MVt3Sxptq1DY6d4YQbP0MTMfO356cogVWA0rRuOBfcPBgA8cXknNKoTBgC4UxLAL1zpFOJ5RSUAgKfHdUbdcPfYfqZekZPpeWga5f53z727chfIvW94O21ZCM9bBrZGmE0RhIdnjtO1jwyzwma1GArGQzPGoV+b+ujd0l3svnWd83v8/Pb+bttvvti3mWSZsd2baMuLHrkUCx8aon127TcAdGpSG/UinMa/qeP199u9w9tBvq2Gd2qEeNX4F2qzYGKvZgCAHc+P1tqIAdm1F7UwneWWz/nVFEUs92tTH/nqvSXfy8KaPCCmAW5VLcQt69WC3aF8ObVC3a/71X0Na8yVihotkGdII3Hx3ew7nY0+6iju0g5OK2+Mi4/SqK6NMWNSDyTMmohe0g9Bvlk9YbUwhIdYdV90rVAr6keGImHWRFzRqzn6tKqHvx++FD1aRCFh1kSM7NzY0GJQ1sg/lucndkPtMBsiQm3o3jwKdcNtaNeotmZZ+P5up6uJLIYFRlbnmZO6u61jDEiYNVH70YhBy6/3DcL9w9sDMLaeEARBeKLE4btCnn5FNwCA1QJYLIoLWYiVuVWz6tnCvXhVg8gwbfmyzo205dwCRRAcSslFY1WYCmMLAGRfKNaWxfZiuwNDOyrvozjJomdkMKkVakOxXfkbXQ0MD6lT55d1bYx+qivEv/q2MLR2ygjrZXiIFSWqSBH7t24QgfGqu8jFMQ00USm4eUArTdjICANLRSLcFBgDbh6gCLH+Mcrg4pmxXbSZgxCrBRfHKH9vqM2ivfOFRVNGvNNHdGmMJnWV769J3TC8fFV3WCwMTeqGYd6/B2rvr/7qcQGgZ0vfi6CJK3pJu2i8fo1iRe3WrC56tayHjVMvA2B8f4TZrMjKV+6xhFkTcd/w9jjx+gT8fO8g5VpIw7/oyFAMbh8Nm9V5HRbtVYy0DWuH6doBTqPX8seH4cObnUa+2BfGoG/r+hjasaF2T4v+9W1dH29f7xw43DWkLUZ2Vr6X9o1rIzYpCwDw8KiOmgvnzRd7dmUJFjVaII/r4fQBE9bftPOFuGOwIvZskkVYCDtxv4kRkCuT+ngexYjRncUHcffHg0PQw+DBCwDrnx7pdf9gkVdYoi1fK4nebs3rYu9LYwEAnZsqVo1aoVZ0blIbC+4frE03yVNJwhJ/eOY47WaffEkb3CuN4D+99SI8P7Gbrg9CKHdvHqU9gMJNpnsIgiDM8Gdmuk8r5fkbYrXCwhg4VwSS69PbyKIlRCoArDqSqi3L7nWPqiJRnk3r2cJpcFn11AgAQIndob1zoiI8B0IzAFuOZyjLLhbmS9pFY/EjQ/H02M7O9gy4vFtTdJQs0zKhVovOxbBIdSVZcP9gLHlsKH7490DUCQ/B13f0R8v67gYQm8WiWWVlC+ljozu5tS0P5PeR6FeYzYr7h7fH69f0xKD20UiYNRFREcrM7tZpo2C1MNw5pC1uGdAaR18ZrwX1hdospq6VV/Zqhq3TRuPIK+OwddpoTFHffVunjcZg1fi2bdoo/KIKUwDo0tSzi2GI1fl9JqTlAVCs/mO7K1pGfN9iRtxmtWDB/YPw0pXK+3Rox4aY0LMZnp/YVRf3xBjDgLYNcOSVcXhmXGetHzunX457VYMUYBxj9Nq/esJmtWDyJa01N4mOTergqt7Ntf6Ke3bu3QOx7Tmn5blWqBVWC8N1/ZS+HH9tAl5Q+7r88WF4fmJXPDehm/q3W5CRVwTAfSAxoWezMgm0LHUe5KqMuJmu6NUM646m4kIxUFDsQNOoMLe2rVQ3gw6Na+Po2fOmx5zQsxkW3D8I1362GQAwvkdTWCxMG3U1i1IeINYAczkL60KrBhFoUjcMZ3PcfXX8pV2jSBxPzTPdnna+yOsxRnRujCmqFWTp406Xi4RZEwEAW4+n4+1lRzQLOeB8ODHGMHVcFzxymfKymNCzmdvxxfWSrcYx0cp30rJ+LSRlXgAANIgM1X5ENZVRXRtj5aFzFd0NgvCbUV0aY+Xhsr13/UmVJQwnNovTxzjUZnET2ecLSuDK4TNOS2/D2mEY0iEaf+5JRkSo87UrDKu7TmVq6y5q4xTItcOUtk3qhmvWwP5tnO4TsjX801svwgM/7EKb6Ag0jwpHcnYBAODz2/rhnrk7ASjPz24ucR6cA3df2hZ3X2rsX/z2Db3xV2yy9veUOLhmKJIF3WVdmqh/k4uvLLi27p7h7fHj9kTt2V0RdG5aBysPn8OgdtG4pF00Vh4+p73fW0e7Wyab1FVcRib0bGb4bgqxWvD3w5ci3eW9I/SFq0VdprF67Hn/GYhaIVavs6IjOzfGsoNnAQDJ2Re09Q2k9yqguIAI+rVpgKhaIejXpj7m3u05mYDoa+emdXTHExSWKDMZ6+PSACgCX1iSX7naPY7qknbRpr+3fx4dijYu94FsOOyoumuKAQsA/LD1lLY97tXxmvHu01sv8vh3BUqNtiADwNNjO2P6Fd0Qqt4YeUUlaNUgAverFk3Zd2rLs6Pw6a0XaT5kvnD3pW2RqorYRY9cqgWIBOoecOB0jrYsxPGfDw4xa+4TEQbWD5kGkaE48foEQ39gQZO64Xh5knEKGAAY2C4av9w32HQ7YwyRYebjtRCbOiKWrpt4AD073hmB/Po1PT0GVlQXvrnTeAYDAMZ2K310fE2mjoGPZWXHU3BPVSLXQGj6S1gAAWr3DmtnuF48p3OkftUOc7fg3mSShejVfynPxCt6NdNc1cQTbPIlreFQFfLtg2K0TAqN6+jfL4dmjMPl3ZrAYmFY+98RmpgDAMlIjQk9m2kufxN7NdNcBMd0b+pXCrr/DHUK5Xn/GYiJPZth8iVtcNslTjcQI99nwQMjOuCeocr1jAyz4qLW9TG4vdNq/tdDl+K7u/zL+uQJf9+kdcKV72/efwbiP8PaGQpBf+nRIgrDOzXy3tCEwe0bom9rp6vFSMkl56LWzt9239b18dmtF+HuS9si9sUx2DptlOHx6oSHYN9LY7TPHRrX0XzOS0PrBhH45o6LsfzxYQAUge9pNvzrOy42zarStVld3WDRF3pLluMQqwX1IoyzagSLGiOQxYNKpnaYDQ+M7IAmdcMx/55L8OioDjgyczzCbFY8o4quoR0baT+gplHh6NC4DjY9a3xTCsQAOmHWRPSPaYAxql9yqwYRmlO/vymBBHsHiYgAACAASURBVJP6NHdbdyanIKBjCWS/4KWPDTPcztQAlWDia0XE+hEh6NWiHga2bWD4YywsseOq3sp1Gdu9qWZ1qa58cFMfzUfLiEJ7AFFIhJMqmIu/unjjb0vI0JYv7+pbPAcAXeCYp2erWTqvIpffjHjMiGOdTM/XthkJcFnU/vaAU4jcOlARlT1bRGmzYCKIze6A5gt6Xb+WmqXSlVqhVu3Z2yZamUbe+fxoHJ45Ds3VQEDXv+u5id3w/b+dInT6Fd3wwhV6tzUAeOXq7mjmYvB5bmI37Z03uH1DWC0Mwzs10nLgvnN9b7x3Yx+3YwkGtY/GNLU/B14eh2suaqm5oNgsDD1bRqF1EC3I/v5c7xwSgz8fHBL091kwaRMdqYlkDueg/eq+zTG+ZzNMv6IbwmxW03sGcA4EgkXCrIlo2zASNqtFs+56I8RqCTijihENTNLMlRU1RiCLgII+rerho5v7ok64Tec31qFxbTx+eeegfpmCQWruvrrhIQixWpAwa2LAFuTereq5Bb/JkbSy47wnQqxMewnIvrzCZ6g8LFL1vPjSCTY/Owrv39QHP0m+WoIXruiGkZ0b63zfKvODr7TMua2fm5+7/J2H2iz4blNCOfeqemGvgtVFD6bkeG9UBbhVymnqS5yGYEx356yJp5+/mXh2nQYXrg9GXRBR97JLQt1aToFe10WYJMyaiGv7tXQ7t8PBYZN8Sq/o1QyxLypWv4hQq86S60p07TCEh1jRsn4EEmZNxL+HGlvABXcOaYu7DFwoJl8So4u18YVr+7XUDBL+8O1dAwx9lJ8Z58yisOD+QaapxFwZKgXRG2EU/A0o77vKPuPCGDS/XBHIBjhdNGsq5f1krjECWfhKvXVdL1zZuzn2qcFlZUF9l1FOpJ/TCJ6IDLPhbbXIiAg2uDjG6ZP2sJTg2xN3DWmriXRxbQbENIBNzc356tU9tJQ0z453TzsUDFo1iNBeCJ4ID7GavtjuurQt6keG4pFRHbVpn+oqj60WpgVjAMC1FykDpTuHxGBEp0ZY99+ROPrKeC3KnPCdPtILsypev+JqMmsgC1UhdM3yDsvIYxpPxocILcBXeZ4INwQ5+Gnu3QPwyS2KT6ORwUGkserarK5muc7IK9Jm4jqYBLst2qfEoRxVs1AU2x2IDJX/Xqbl3o99cYzOdaw6MLxTI0PjRdOoMETVCkGvllHo16aBFmxllE5OZn18msftqT7EzlRmxKWaNqEraodRQDoAt9mOsqZGCOQljzlz5pZH5oP2jWpreQMBJUXciifcXRdKi3jYyPnmbzWo5POKVB7yxv7KqPSRUR21l4rIARkVEaJZ1a0WhrVHlcjrwV5G6qUhWKWpw0OsbtM+r5iUxayquFYxEkVjru/XEv+7a4A2bXkizTzgsjLy0EjfBnVliSyqqFx6+dNG9auVx8HiG2kvFS0wK1QhI/arE2bDDf31s23iexbuDqLy2Uer4rU2Qzs2Qm81e4Xs4yiy8kS4pOZUzslwOssZNGWEyBE/8+oeuG94O0we1AaTL2mDdf91z0gUYrX4ZUGvqmycehkm9W6BNU+N0FxCnh6nZNjYLuXZDYSMPGcA+/geTbH/5bHYWcpjlhcMTCvO0rd1fbx6dU8sezz4GqKq8dSYzuVaIKxaC2ThlC5bH43S8ZQFrtNWHRqXroSnJ+SMGEbTZVdJfsvtG0ciYdZERIbZNEsZYwwbnhmJt6/vrfn4hNkseOXqHpUiV6W/iMsxWQoqMWLyJeWTSzFYrFZTPglEfuzGLn5ooQH6t1cUD4+qeIEsaxGjcqaVnYr2CvEncNkI8ZuVq8sJMWsUq+BaeEJuIvbLLSzRMitcoxYRENcpr8gOwPk+eG6C3lpr5L8pKn+K/jAAN3nIx1rHJRZCuMY1rhOOqeO74qLW9WGzWoLqj1vVaFGvFiwWhvqRoZprigjc8pT9wRfq1XIObj6b3A+1w2yI9tEFsSIJtVnQt3U9DGofjS1qvFP9yFCvRbhqAtG1w0xT35YFVetN6if92tTH4ZnjNAvE4ZnjfPbRrQr0aRWFyDCr9sAW04IC8aKQXTxkawzgrIDTsn4EomqFaPswxlAvIrTCclWWlnYmie9vHdhas1gapaWpzHjK8iEj+zVWBQJNeegrkSbTkyKJP6BPjl/dCQ+g1LI3bgxS4n55bCeeRUY+4UM76jMGyE3k37W4tUQlOnGsD27qgxVPDMcINfOAnBkCUGYRRKBa9+Z1ce+wdlqxCzFz175xbTx+ufJ8dDX2bn9utC7fqzgm4R2jx8EaF+OAK0ZFqUKsFm3GtCpx9JXxuLK3Up3XqCohUX5UO4F8RS99nkLZpaK6FZZ46LKO2P/SWG0qztVXT6SdkaePR0mR4bcMaIU7DUpoA6jSmSAYY1j15Ajts+xfGGaz6h7A/5US5lcXxOAgkHRXFYGv2UyCffz6coogZrhYZTAbEBoRYgn8vhjSwdi6npnv7u85zI+0V64FDgDn91Bc4t2/mksKWc7KI1YLQ4DcrkPj2k43NfVknxnkU130yFA8O6GrlpJNCGXht/7Hg0N0QYIA0KhOmNts5fgeTcu1wFNVRf69iqxNopKt2UyFUSVDCwMGmJTcJghfqBpvUD8wSuRdnZGDHsKkAcAtA1u7BatMGaR3OXjtml54doJ7IMihGePQqE71sbTL+SUZA/59aTt8eXt/AMCDIztoZTmrC6KQQKEPwsIVo1LgZY3sa3mHyYCtNMiiS85xXJ1Klfdo7nnaUVTSAmCYqWdsd+fA2VPZYdknV6QYc92nu1qIor6PWWoAp0CVXSxErKSoNvfBTeapxWQbs6dMRCKW0bWYRdOocCTMmojxHt4fzthN/b59WtXz6V5ijLlZqgl3ZIPGG9f2wrbnnGlVp0jPhycvN57dbKq6nI3t0RS9WkZpnwnCX6qdQN6u5tHs27pyp3EJNgmzJuqsvjdf3FonDBJmTfRYyEOmvPy0y4P1T4/EnMn9tM+cK8GIo7v5nmO1onn5KuN0RWbcPsiz77UnHiyngDnXCkqCF690z9Xqyrs39PbrXLLLiZxaUI5NkOWNPOj0Jnz+eXSox+3lhTe/6eFS3myj4K+7L3WmCZvp6TkhacM1TzmtoXUl9wHh0iU/fx4ZZR7LcE3fFprV0Mg9qGV9573CTRI9yQGs+mPo2zs4R9dmddGnlXPQfPy1CejV0vf3RffmUWhtIHSXPDbUtOAI4TtyKrPwEKsux7RsXW7ZwNluiBRI3rCOci90bFwbHZvUwRaTYhoE4Y1qJ5DF9FdZ+zVWdhgDIig1DFo1iED9yFC/fc9vHlDxAXyhNgssTLGa+FPtqV2j2gFXhzLz1w0GsiVnrUHkPuBbDuuB7fwLopOPadEty22cy3LyfaOARzlDjUj5VdHc5Mf9ajMQyLLrgae8uEV2h1YmWL5muuuq7i4PLowEpeCuS9tqoj3Eg/88Y0znazymWxOtstZTYzvrKn3GvToeh2aMczvGudxC/PPoUC2VmNJf394Vwh+0VYMIrDNwlejStK7hjBzhH43qhJk+v+R7Tp4tllPrNa1bS21bszUAUXqqnUAWkbDVyQoaCLVCrXjxyu5Y8cTwiu5KpWDLs+ZuFPUMgmf6tApOpGxpZjJGd22M468HXgY1JoDoeFsp/FO9ESxLjnADcY03MEMWhLJou1QK9JIFXqjVXUTHvuDM1+1vYYVgMrRjQ6+uC/cO92zFlK30IlBRFhOyBfa+4e0BAP9TS5tzzjV/W/ma1ZZcV8R62dXBk1RhzLldFIn45g73UurcxS3i89v7o70qjMJDnNXmQq0WhFgtqBVqhWtK6x1SpT5/adswMihliYnAqRNu00peG2W5iKoVgvdv6oNtZDUmgkCpnvSMsQaMseWMsTj1//om7aaobeIYY1Ok9WsYY0cYY3vUf+b1cyVcH5QyYTYLljw21GMpzOrO6qdGoH2j2oiqFWKatL6mIURNHYPk82UVzPbUmE748T+XlMmxfWFsj6beG7lQWTJgXN6tiVcx0t2L361ArswlW4SHS0FkukeKJPy01UG6LMLiWRpEn36+1/jemjrOvbCP/MyU3QmMAhjlayRErmi39XgGnnDJ3DCkQzQ6GjxnHpd8RD2NuyyMaYMYMTtgszLDbAauz/4nx3TG7MnOwLqljw3z6OfrjysFUblY//RIXN+vFe4Z1k5XxVDwxrU9Mf+eS1A7zOaW+pIgAqG0ymAqgJWc844AVqqfdTDGGgB4EcBAAAMAvOgipG/lnPdR/53z5aRG8vh6Nc2LxcLQpWndapXOzV/k6UPCybr/jsQDI9u7rRf30/0j3LcZMaKzb9H5tUJtHsveCkQBgpqOP0FdgOIO4otFT55CN5t2Fatds5owl+2B8NsDgw3XP+Jj1UsZ2QI+oK2xq4n4Gz+8ua/JdmnZYJ1clU+4qgnXtd8fHIIwmwWD20dr54mJjtRd103H0gHoq9AZpdETqbsYc/5dItdrYbF7gCljzC3lW4t6tTCuh3MmoXNTfa5YVxcZ1+A8ourQqkEELBYl0HH6Fe6xCjde3LrSuDwR1YPSCuRJAL5Vl78FcLVBm7EAlnPOMzjnmQCWA3B3Dislos78baUIUCKqN62jIzwmnzeyLhvhLWOAv1TFwhRlgdlsh1lmDU+aVQ7a8sXF9CI104lrxLsQfqUxIF8kZVGRlaicEcIbotCFlTF0k0SAyBhhRDuTgbJsNXamOXOuk90SxLXr1TIKj4/upKVGm6fOjNw/oj0mX9IGjX3MevOCKmxCrRY0V79XC2NubitGQpbB/3zVsvBvVCcM/dsYTnISVZSNUy+j1HlEmVFagdyEc54CAOr/Ri4SLQAkSp+T1HWCb1T3iunMg1c9Y+wextgOxtgOe342AGC0lNO3a7O6SJg1UfNBJgh/EZWXunmxQgQ79iPGRcgce20CXr6qe7lllJCxlXHKtUAY36MpjrziPqY2swV+d9cArHpyhGZdlsVfw9qyKFWO8NjojujYRBHnrj7j/nzVZjnFZQL1YHn7eiVzx+huTfDACP/vC/nRqs/Yofzft1U9PDOuCyYPbK0Tp9eppZpDbRYt3ZrMM+O6oGuzurqMIOMNXHtE9glhyHBw7ixKBGDnyUyX9kBsYpZunYUZu114YkiHhtq12/7caLd8xUTVpkW9WpQ6jygzvApkxtgKxth+g3+TfDyH0SNNPIFv5Zz3BDBU/Xeb2UE4559zzvtzzvtbIxQLXlUphEBUDWIaKg/axY8ORXRk6V10GAIrymC1MEwZHOOzj60pAcwmy365skW9rMSynN1ANhq6GhCF5f+pMd4rO9YOtyHKwF1jzVMjDFOYyVbJdo1q6x9Y6gfGmNcZhhe9pOMb2rFhwEVRxG6Ka4Nzva8eA1YDv4pbB7bWBkQWC8P9I9rjlX/11BVQkVNueUOkF3QdZAw3KBjCudM6bXRJGICE9Hz9OuZ/Se3wEKthlTWCIAhveH17c85Hc857GPz7E8BZxlgzAFD/N/IhTgIg13tsCSBZPfZp9f9cAPOg+Cj7jHiw1vPTd5EgjOjdsh4eUP2QR3U1jhdlTEnn5AtdmtbxOYVUWRCIv6U81S0n5b+83PNGc4MlH/c02OGuITFo3SACEQbZbVxz68qCTROQDB5np3xxMSgsceDGi91L335k4iscCK6zH51Uy3grKWesGBA0qRuOK3o1dzuGkatLiA+ZO0R6PKvF3V3C9Tuxc65Zte0O4Kre+n40iAzFrGt6oplUOS08xIL7RrT3Ow82QRBEIJTWBLsQgMhKMQXAnwZtlgIYwxirrwbnjQGwlDFmY4w1BADGWAiAKwDs9+fkf+9NAeBMRUQQpSEyzIan1QwAZt4+e6aP8bms72ApeX1F4JriSsYX2W5m/Q5mtT3ugxA20/n+DD1euLK722BFHLdBpLkvsEXzQfZvoCNXphNsO5GBbqrP8O9S4B5jnvMEy7j2w/XSiLRtApFxQp8LWhxLyTRxeKZxSIgIRk2YNRHhId7TZt47rB12PD/azY3E9ftzHTMmpOfp1h14eSz6xzTATQNaY/OzSrquFU8Mw8jOjdGiXi1ccxFZhAmCKHtKK5BnAbicMRYH4HL1Mxhj/RljXwIA5zwDwEwA29V/M9R1YVCE8l4AewCcBvCFPyf/aopSLpgCk4mKIDykcrv4yNkIBGYV7PyhrFIle0rf6GwjLft4XG9l028Z0Fp3XFmEitWKxdPZxtt3P+e2/m7rZGuoXP5cyQLh8XDOYMEgTEjIx7JamKn49ce9AlBmH4yyB7VvFKkbrLkOPutHhOrWRYa5u7J0aFyHCj8QBFGu+Ba2bwLnPB2AW0ZuzvkOAP+WPn8N4GuXNnkA+iEAujePQgaASzs2ROsGEbg4hiKTicCxWRimjnfPHevK2O5NEBlm1ap9PTa6E2b9c1jXpnfLKMQmZQfUj8Hto3HLwOBV8Ptu80m3dU3qhuOki29nZKgVeUV29wOY6BF/rame4B6Ek9ZGksJGKcqM9hBseXaU14qSNqvFtISxcFOJDLXq+uqpBPXVfZzuArJryldTLjY8T48WUYaD/BVPDMPod9fp1gXDGOD0/fX8PQaqR4d2aqQF6h2aMQ4hVobfd5/WnV++22T3D4IgiMpC5TaBmSAe8KFWC9Y9PRL9YxpUbIeIKg1jzCc3nTm39YfNatGExcSezdwsZjMm9UDnJnWMdgegry7mSuemdQx9QgPleoPgpMdHuwe5zf33QK/HkrWSrA19cbF2TZ3mC6UTgs5ONY0K1/sOq5u+vL2/uUuHtMVuV5YDtV6O7Oz0ZXf97uXzCyG+4/nR2roOjZX7aJIkuH21NHtsE8QBjhHtG9XGZ5MV20etUKsyADEZXCTMmohmUbXwyKj/t3fvcZKV9Z3Hv9/uuc/AzDgDCMNthAFFuckweEMRUEdIgijKxSgxZpUIblZyAVZXd13dYDTeosZlDettFYnGwCoRRddbFAE3CsIGGBFlhICIgDDMpbt/+8c5PZzpqTrP6X6ququqP+/Xa17TfS5VT53z1KlfnX7O96zZnjYBAL2gLwtkqTiw8ic3zIT9VxRjkBfMHW6c/5py5XnP3j5etFPe+rs7h+nPL4cG7HDjuAaP1a6YXFF+Qai7MU+rC+NaPsckq+KcGvrEQ/ZIFuFvOO6AHW480M3DzZJyWEGr7Vg35nuy22zB3CEND++cfdxKJ19u9UvHfk9YrMUTzuqvXrmYtAkAPaVvC2Rguhy7ZseL7Vr9eX3iMhONp2O0yoiVilvg7tLhDO9Wj9eqoJqYN5vS6CzlDmG7baar/ZjiJmVfu1ZMpZBtVWf+xfona0Gb4n7iWdgdhn7U3K2v7QWHk2h0XU08MeN44rIRj0e+zVTAyuWvf6a++Wfc3AFAb6NABtr44huepW//+eQ+yNvFYY3n+L5i7c4xX9OpVXH1met+UbvOxAiuQ2ru3jbumNWTH/bUrl5rVxBONvWiznRc6Dvx9dWd/W13u/iIqZ/JftfLDtXFLzt0+xe8unHUUrP93FT1C8XSRXOTF04CwEyjQAbaOHLf5do3kfowfoHRQeW4404WFd3QqiRrd1OU8UKsWvT/7uF7tbw19sSi7eKXHqYv/HERZda0nmtSo1ZryvH0hb8584gdEiKaDr6oFqg7nL2O1su0W3eiVneqS5lMzTvVE7+nH72vTj1y7+0Xmb7ymP3aLnvnxSfrrHWdu2B0KpncADCTKJCBhKfutXR7UTHRB844Uj9+6wv11ERhPD4Gs3oTht85bE/t34HYtcloVaf85UsPrV2nrshr9Xh7Ll2gvZYt1NP3XaZ3nrrzneuaSI2tveb85+llZR7u7x6+anuxfNpRq7Z/WZmqqZyZbnfhW3WdujG/Ex+63esfi2hcIdcN57jz4pO1MDE2nGs8AMxmWTFvwGxwwfqD297ieMHcYS2YO5zMjB3PH95j1wU6ds1Kfef2+/XBM47MutCsU5rcBKKqWnit2X2J7n9kyw7Txm/uIBVnKS/97s8m/bjtjNdsE+/29s6XPE2/fPAxvXwSQ1jmV153tRRscuHbxOKxyZjrydxmuvr4O1xQ6R2L8aneunq67b18er8IAkAuziADCbZ3uAVzK9XhnMsX73xx3PJFO9+tbWjIyXGg3bKwUhxOpgnV4vHOi0/WYXsvlSS9//Qj2q4zlTOR7S90az39WQeunFRxLBWZ1f9QuaPduNzRAO3OJk9mM7Spt3dq23nHH1g7FKJX6ufnrFnZ9o59ANCLOIMMdEC1cPvvr1qrTVtHZrA1O3rirgv0bw9vlvR4wTTVMaHt1npOIsVj3JCt0UZ3zGu9TO4XimrxaltPL+9od/g+y7TXsmIcc7ubhjR+jpqbmew4vjn/8U86dE+ddOieU3ugaTbZv1QAwEyiQAamqN1NP5YunKulCzsb2ZZjTmX89G5lzu4OBXLbO+Y1mDbJevVTr12nkcotsKuFcHWcd6szxZe//pk6dNXSyT3hBMsXzdUr1u6ct3vg7kv0vQtPKNs0+cdtshmGpljcjzfnj5/3JO21bOH2LzuN1u2FMTwA0IcokIEpuOXtL9Kief3x9tn4m8e2/7z/ysX63+c9W8NDQzrpg99p/BhtC60m44YrPz/rgB3PNI+v/qU3Pmd79NcX3/AsrVq+85judVOIjptozvCQ/uq0+ju2rd1/+fa2dLJYtvLOTl/w4qckl6EeBoDO6I9PeKDH5BTHf/bCg/XCQ/boYGsm59C9l+3w+70Pbald/k9feJB+et+jycd97kG76du3/Wqn6R991VH69SM7P8ezDlixPe/3aZUzw0eWwx5myvFP3kPXv7l+/0z2DnbSzjfuaFosT3yqydxZr1fGIANAv6FABqbB4vmPv9UO32eZDt9nWc3S0ys1Jri4wLAokG23LeuWzG89xvSA3ZbogN2W7DT9M//uGZNp5oxoWsRWh4TseFe9ys/yDkNbavOW3X7ePk9YpDsvPjnZDgDA1JFiAXTAoauW6t8ff2DLeXdefLLW7rdcn3rtumluVWHlkp0TNKoO2K31Xdta+XfHrs5tzqw2OtbwzHObW3BPRgRjkAFgqiiQgQ5YOG9Y57/w4LbzbevYNbtNY4seNy8RUdcuGaLV2cjD9p7+M99TGc7Qq6pxgTvmG9fcRGQSr3/isu1ufQ4AqMfRExhwS1tkMFelxlM3jVZrl/+bY8WSeTq6AxfnTVXd3eiaqG6TUOjQVUv18dcc3WK59pqedJ4oFHr+k3fXF1tkPQMA6jEGGRhg373g+Vo4d1hHveOaneZ9+rXrtPuuC5KP0bjs7cLw1x++5QWdf9BJOGq/5dpw3yM7Tb/89c/U5m2j6QeobJN5w0MaHrKOO3h3SfXDH3Y4u9ywrRPXk4ovNzN90SMA9CMKZGCAjd/i9+A9lujWe3cs9J5TM+TjQ2cdub0w2+lsaZvKbhAvD/vTFx6sP20xdOaQvXZttP74NvmX//QCLV/c/kz+0IS/5Y0PlVi9crGedeCKRs9VrNf6ZwDA5FAgA7PA517/TH3ie3c2Xr4aJTaIhW83VYdVDJVfLuqK4+pyE/2fPztu6u1gxwHAlGWNQbb9BNtfs317+X/Lv+XZ/ortB21/acL01bZ/UK7/Odv1nyIApmTZonn6kxMPmtK69oS4szaVFxFjO/r9Y/bVsQc1uwX3CU/eQ08tz0qvWrZwSsMiViyep6P2e3w9ziADwNTlnkG+UNLXI+Ji2xeWv1/QYrl3S1ok6fUTpr9L0vsi4jLbH5X0Wkl/m9kmAB1QrXf/5RcPPv7LLBpiUfXcg3bTbff+NrnckgXFYfUdpx5au1z1S8efnLhGf3LiGknSt/78uLZnlOv88D/N7HhtABgkuQXyKZKOK3/+hKRvqkWBHBFft31cdZqL003HSzqrsv5/FgUy0FNsa9cFjx8qGmf5Dpi/fGn7gnd8zPA15z9Pey5NX/goFWd8W5nToWi2FYn8awBAe7kF8h4RcY8kRcQ9tnefxLorJD0YESPl7xslrWq3sO3XSXqdJO27775TbC6AqVhVXuwnSaNto8+mqTE9aHyTHLj7zncMbOflR+2jE57SnVuOt7vTHgCgmWSBbPsaSU9sMevNmc/d6uO07ampiLhE0iWStHbt2tl5Cgvokv940pP1kiN3/H5aHUlx8B67aK/yzOhYmzPIK5fM71r7etm7XnbolF770JBn7TYDgF6XLJAj4sR282zfa3vP8uzxnpLum8Rz3y9pme055VnkvSXdPYn1AXTI6557QO38fVcs0vcuOkHSxAv2Hv/xL9YfrNc990ndaF5PO/1o/qIFAIMmd7DblZLOLn8+W9IVTVeMYtDe/5F02lTWBzAzqjFm3/zXX23/ef6cYe3R4MYjAAD0utwC+WJJL7B9u6QXlL/L9lrbHxtfyPZ3JP29pBNsb7T9onLWBZLOt71BxZjkv8tsD4Aue+Uz9tWnXrtOknTkvstmuDUAAHRe1kV6EfFrSSe0mH6DpD+q/H5sm/XvkLQupw0AOs9224vuFs2bo2PLu/DtsoB7DQEABg+fbgBaWjRvjr5/0fG1y7zpBQfptKP2maYWAQAwPToTuAlgIO25dGHt/EXz5ujgJ+4yTa0BAGB6UCAD2Mktdz88000AAGDGUCAD2MmWkdGZbgIAADOGAhnATmbxTfEAAKBABgAAAKookAHsZLdduOEHAGD2okAGsBOSKQAAsxkFMgAAAFBBgQwAAABUUCAD2Em720wDADAbUCAD2MkTFs2b6SYAADBj5sx0AwD0ljsvPnmmmwAAwIziDDIAAABQQYEMAAAAVFAgAwAAABUUyAAAAEAFBTIAAABQ4YiY6TZMmu3fSrp1ptuBWW2lpPtnuhGY9eiH6AX0Q/SCgyNil049WL/GvN0aEWtnuhGYvWzfQB/ETKMfohfQD9ELbN/QycdjiAUAAABQQYEMAAAAsIoyAgAAIABJREFUVPRrgXzJTDcAsx59EL2AfoheQD9EL+hoP+zLi/QAAACAbunXM8gAAABAV1AgAwAAABU9USDbXm/7VtsbbF/YYv58258r5//A9v6VeReV02+1/aLpbDcGR4M+eI7tm2z/yPZ3bR9SmXeY7e/bvrlcZsH0th6DokE/fF/ZB39k+zbbD5bT97P9w3L6zbbPmf7WYxDYvtT2fbZ/0ma+bX+w7KM32n56Zd67bP+k/Hf69LUagybVDyvLHW171PZplWmjlePklVNuw0yPQbY9LOk2SS+QtFHS9ZLOjIhbKsu8QdJhEXGO7TMknRoRp5dFymclrZO0l6RrJB0UEaPT/TrQvxr2wV0j4uHy59+T9IaIWG97jqT/K+lVEfFj2yskPUgfxGQ16YcTln+jpCMj4g9tz1NxPN9ie4mkn0h6VkTcPU3Nx4Cw/VxJj0j6ZEQ8rcX8kyS9UdJJko6R9IGIOMb2yZL+g6QXS5ov6VuSjh8/bgKTkeqH5TLDkr4mabOkSyPi8+X0RyJiSW4beuEM8jpJGyLijojYKukySadMWOYUSZ8of/68pBNsu5x+WURsiYifSdogaZ3txba/bPvHfJNFA8k+OOEgv1jS+DfLF0q6MSJ+XC7364gYtT1s++Nl/7vJ9pum4XWgvzU5FladqeIEgSJia0RsKafPV3lspx9isiLi25IeqFnkFBVFS0TEtZKW2d5T0iGSvhURIxHxqKQfS1ovSbYvtn1Lecb5Pd1+Deh/DfqhVHxR+4Kk+5o85mT7YS/cSW+VpLsqv29U8a205TIRMWL7IUkryunXTlh3lYqzyXdHxMmSZHtpd5qOAdGkD8r2uZLOlzRP0vHl5IMkhe2rJe2m4gvbX0k6QtKq8W++tpd1r/kYEI36oVQMqZC0WtI3KtP2kfRlSQdK+vOIuNv2UaIforNa9dNVKgrit9l+r6RFkp4v6RbbT5B0qqQnR0TQB9EJtlep6FfHSzp6wuwF5V31RiRdHBH/OJV+2AtnkN1i2sRxH+2WaTf9JkknluOhjo2IhzLbiMHWpA8qIj4cEQdIukDSW8rJcyQ9R9Iry/9PtX2CpDskPcn239heL4k/MyKlUT8snSHp89WhPBFxV0QcpqJAPtv2HqIfovNa9tOI+KqkqyR9T8VfNr6vokB5WMWfwD9m+6WSNk1XQzHQ3i/pgjbDGfctb31+lqT32z5AU+iHvVAgb5S0T+X3vSVNHDe3fZlyzOdSFafeW64bEbdJOkpFofwO22/tTtMxIJr0warLJL2ksu63IuL+iNik4gPi6RHxG0mHS/qmpHMkfazTjcbAmUw/PEPl8IqJynHHN0s6ln6ILmjbTyPinRFxRES8QEUhfXtEjKgYPvQFSb8j6SvT3F4MprWSLrN9p6TTJH3E9kuk7cdARcQdKo59R06lH/ZCgXy9pDW2V5cXmpwhaeJVh1dKOrv8+TRJ34ji6sIrJZ3hIuVitaQ1kq6zvZekTRHxaUnvlvR0Ae0l+6DtNZVfT5Z0e/nz1ZIOs72o/PL2PBV/VlwpaSgivqDibDN9EClNjoWyfbCk5SrO0I1P29v2wvLn5ZKeLelW+iG64EpJry7TLJ4h6aGIuKcc775CKpJ9JB0m6avlRaNLI+IqSW9S8YUNyBIRqyNi/4jYX8W1aW8oh1Istz1fksrj37NVfCZPuh/O+BjkckzxeSoKjWEVVyLebPvtkm6IiCsl/Z2kT9neoOLM8RnlujfbvlzSLSr+lHNueYHUoZLebXtM0jZJfzz9rwz9omEfPM/2iSr6029UfmGLiN+UY+6uV/Hn8Ksi4su2D5f0P22Pfwm9aJpfFvpMw34oFRfnXRY7RhA9RdJf2x4fevaeiLiJfojJsv1ZScdJWml7o6S3SZorSRHxURV/JTtJxUXxmyS9plx1rqTvFNfP62FJv1/26V0kXeEi/tIqruMAajXoh+08RdJ/L+u/IRVjkG8pLySdVD+c8Zg3AAAAoJf0whALAAAAoGdQIAMAAAAVFMgAAABABQUyAAAAUEGBDAAAAFRQIAMAAAAVFMgAAABABQUyAAAAUEGBDAAAAFRQIAMAAAAVFMgAAABABQUyAAAAUEGBDKDv2D7W9q0z3Q4AwGCiQAZmCdt32t5qe+WE6T+yHbb3t/3xcplHKv9Oryx7lu0byun32P4n28+pzD/I9t/bvt/2Q7ZvtH2+7eFJtPMS26+rWyYivhMRB0/m9bd5roNsX2H7V7YfsH217ezHBQD0NwpkYHb5maQzx3+xfaikhROW+auIWFL597ly2fMlvV/Sf5O0h6R9JX1E0inl/AMk/UDSXZIOjYilkl4uaa2kXSbRxvWSrprCa5uKZZKulHSwitd0naQrpum5AQA9igIZmF0+JenVld/PlvTJ1Eq2l0p6u6RzI+IfIuLRiNgWEf87Iv68XOy/SPpeRJwfEfdIUkTcGhFnRcSDTRpn+zBJD0bERtt/a/vzlXnvsv11F46zvbEy70LbP7X9W9u32D61Mm/I9lts/9z2fbY/Wb4eRcR1EfF3EfFARGyT9D5JB9te0aJtz7d9U+X3a2xfV/n9u7ZfUtce2/NtP2j7aZX1drP9mO3dm2wjAED3USADs8u1kna1/ZRy2MPpkj7dYL1nSlog6Ys1y5wo6fM181UOuTirZpGTJH25/PlPJR1m+w9sHyvptZLOjohosd5PJR0raamKQv3Ttvcs5/1B+e/5kp4kaYmkD7V5/udK+reI+HWLed+XdKDtlbbnSHqapL1t72J7oaSjJH2nrj0RsUXSP6hyFl/SKyR9KyLua9MmAMA0o0AGZp/xs8gvkPSvkn45Yf6flWc5H7R9fzlthaT7I2Kk5nFXSLqn7okj4rCI+EzNIierHF4REZsk/b6k96oo4t8YERtbrRQRfx8Rd0fEWDkk5HZJ68rZr5T03oi4IyIekXSRpDPKInc723tL+rCk89s8x2ZJN6gootdKulHSdyU9W9IzJN0+Xlgn2vMZ7Vggn1VOAwD0iDnpRQAMmE9J+rak1Wo9vOI9EfGWCdN+LWml7Tk1RfKvJe3ZZl6S7WWSnizpe+PTIuI623dI2l3S5TXrvlpFYbt/OWmJpPGLEfeS9PPK4j9XcezbQ+WXA9u7SfqqpI9ExGdrmvktScdJ2lj+/BtJz5O0pfy9SXu+IWmh7WMk/ZukI1R/Zh4AMM04gwzMMhHxcxUX652k4s/9TXxf0mZJL6lZ5hpJL8to2oskfT0iRscn2D5X0nxJd0v6i1Yr2d5P0v+QdJ6kFRGxTNJPJLlc5G5J+1VW2VfSiKR7y/WXqyiOr4yIdybaOF4gP7f8+VsqCuTnlT8n2xMRYyqK/TNVnD3+UkT8NvG8AIBpRIEMzE6vlXR8RDzaZOGIeEjSWyV92PZLbC+yPdf2i23/VbnY2yQ9y/a7bT9RkmwfaPvT5dnhlO3DK8p1D5L0DhXDLF4l6S9sH9FivcWSQtKvyvVeo2J88LjPSnqT7dW2l6hI4fhcRIzY3lXS1ZL+OSIubNDG76lIvFgn6bqIuFlF8X2MirPyTdojFUMqTlcx/IPhFQDQYyiQgVkoIn4aETdMcp33qhg28BYVxd9dKs6S/uP4Y6q4mG9/STfbfkjSF1SM2/2tJNm+2fYrxx+zzFM+1rZVjIn+Sjl9jopxx++KiB9HxO2S/qOkT9meP6Fdt0j6axVnue+VdKikf64scqkeH1byMxVnwt9YzjtV0tGSXjMh+3nfsh2vtH1z5bkelfR/Jd0cEVvLyd+X9PPxi+watEcR8QNJj6oY/vFPNZsdADAD3PqCcACYPrbXSfpQRKxLLgwAQJdxBhlAr3jbTDcAAACJM8gAAADADjiDDAAAAFRQIAMAAAAVfXmjkJW7Lo59d1tes4Rr5jXj/IeoNR0jW1KvoRNtSG+nLm/IgZHaGT2wHbv9pmiiL4aE1bcx9RLcke2cu52634b0duhAEzL1wzGyE8Mke+M4PvX+8otfPaD7H350RnvMUUOL4+HHI9x3skFbro6I9dPYJGTqywJ5392W65//8k/aLzA0nP0cHuruyfUYG+vq40vp15BsQ4MDr4cT29qZ23GowTEv9zlSovv7SqPtD6yS0q8xtR+k9OtIPcd0VCypNowltlNqOzaR6nNjifdFYjun3neeO7f+8TvQhqROvKdS2yGxr5LHlmnQieN08rMkta0T/TG2bZtki1o1IfP4kuqPTWS8b559wfvynz/TwxrVBxbu33b+yY/durLtTPSkviyQAQAAeoWHrOGFNV8kHpu+tqAzKJABAAByWBqa0wPjgtAxFMgAAAAZijPI5B4MEgpkAACAHEOiQB4wFMgAAAAZLMnDDLEYJBTIAAAAOWwNz+UM8iDpywLZQ8PywsXtF0hEQcXWrcnniJFEdE4q1iYVFdUkjmpOIu4pFYszDZmxsWVz/QKp15n5GhvJjaJLxZulosemw+YOtKHL8WUdiWBL7MtkRFqqv0nZAeKpeLJkpFYnIrOmQ25/SGznTsTAZUdZpo4/DSJFk7F+ie4QW2f++NLkM7NWJ977dXohH92ShymQB0lfFsgAAAC9whZnkAcMBTIAAEAG2xqeR4E8SCiQAQAAMnX7DryYXhTIAAAAObhIb+BQIAMAAGSwi5uFYHDwdQcAACCHpaE5w23/JVe3L7V9n+2fVKY9wfbXbN9e/r+8nG7bH7S9wfaNtp/exVc2a1EgAwAAZHA5xKLdvwY+Lmn9hGkXSvp6RKyR9PXyd0l6saQ15b/XSfrbjrwI7KAvh1jE2Fh9/m4ql7YTOaOpP6Wkwi3TXyjTGZyp58iVyoOV5EU1edRSfl50J15jbpZpMqi0QVZzbt5qJ9qQ2BcxOlLfhETGcEf+uJjKS02+rxL7ssl2SrQhlZEeqcjXDmR7O5XnnPm+SfWFJjyc+HhJ5Shn7odGkhnoqczqBvm+icfIfh25Oe6NHiOvz3r+gvRCOf2hyWucBjkX6UXEt23vP2HyKZKOK3/+hKRvSrqgnP7JKG52cK3tZbb3jIh7ptwA7KQvC2QAAICeYWtoTm2BvNL2DZXfL4mISxKPusd40RsR99jevZy+StJdleU2ltMokDuIAhkAACBT4iK9+yNibaeeqsW0Hrid4GChQAYAAMhQ3EmvydjJSbl3fOiE7T0l3VdO3yhpn8pye0u6u9NPPttxkR4AAEAOOyvFoo0rJZ1d/ny2pCsq019dplk8Q9JDjD/uPM4gAwAAZMjNQbb9WRUX5K20vVHS2yRdLOly26+V9AtJLy8Xv0rSSZI2SNok6TVTbznaoUAGAADI4pwzxYqIM9vMOqHFsiHp3Ck/GRqhQAYAAMjBnfQGTn8WyBHSli3t56c6aSorVQ1yRhNiLJEb2eR6007kW3ZZbR61lM61TWmwr7qeB53KKe3280vpPt2JbO+ESGQ5O7Gvku+J4knq56fyWFP7qkkGcTL7NtHGkcR7IqXBsSeVEez6uKmknDzXcZ3IUq7V5H2Xe4wcSbyGThREmceP1PuuieS+Sr4vE9uhyXZKfVT0wOddPXdkX6B39GeBDAAA0CNc3moag4MCGQAAIIfNEIsBQ4EMAACQiTPIg4UCGQAAIENuzBt6DwUyAABAFi7SGzQUyAAAADmcl4OM3kOBDAAAkMOSOhCPiN7RlwWyh4bkJUvaL5DIKe16PqckDyc2bYM3UqPc2BmWzIuev6B+fiLPNZX3KjXIAU3ljCaycVMJw40ys+ck+kMqZzSR79uJvpLMvk1tx8RrbDQ6L7UdUjnGqf401oExgqlxhqk+n8pzTW2DBqbjGKexxHtzqP59mTpGRjJ/PL0vU306eXxJ7evEa2zUhtz3buJ9mdyOTZ4id+hAB3La6/qLeyAj2bKGGGIxUPqyQAYAAOgZVmduHIOeQYEMAACQiTHIg4UCGQAAIIdJsRg0FMgAAAC5uEhvoFAgAwAAZDBnkAcOBTIAAEAm7qQ3WCiQAQAActgSZ5AHSv8WyDW5iskM0FR+p9LZt8msUncgw7hBO+vbkJf/m1xfDXJEE/PTGcbpb+TJNkQqT7X+dSZzjpscFFPbcjgvb7XReYvcsxup7Zzb3zrQhnRfaNCGbYnjR2o7OnFs6ECfTx4bUgewBvm96TYkniTVHVL5vLkZxZIiN1c7ZSSdN538LMl8X0aqDU1eY6JPxkh3s5qLZeq3Q/1D5OcsZ3MH8qLRU/q3QAYAAOgJTt9sCX2FAhkAACCHxRCLAUOBDAAAkMXNhkehb1AgAwAA5LDkYUqqQcKAGQAAgAxWkYPc7l9yfXu97Vttb7B94TQ0GQkUyAAAADmsIpGk3b+6Ve1hSR+W9GJJh0g60/Yh3W806lAgAwAAZHERn9juX711kjZExB0RsVXSZZJO6XqTUasvB8zE6KjGfvtQxgM0yEzMHGyfHIvUJPsylQPabU2uyE1loSZEJ676TW3LrVvr5ycyOsce25RYvUnGZ3czgpP5v2qSOV3fxlS+eLLPN9nXie0Q2xLZucl88vyLaDyUyMVO7ctItGG0wXsqkSEcY/VtSPbZTrz3UznHuRodO/Jy2lPbsROfJcn3Teo9kcwnT/d552acp47BY+m86NTrHKvZFzHagYz1Tqh/X620fUPl90si4pLy51WS7qrM2yjpmA63DpPUlwUyAABAz0jfSe/+iFjbbu0W03rg7iezGwUyAABArqnfoXKjpH0qv+8t6e7s9iALY5ABAABy2MUQi3b/6l0vaY3t1bbnSTpD0pVdbzNqcQYZAAAg1xTPIEfEiO3zJF0taVjSpRFxcyebhsmjQAYAAMgxfgZ5iiLiKklXda5ByEWBDAAAkGvqY5DRgyiQAQAAcqRTLNBn+rNAHhqSFy5qPz+V6dgkXzi3o2fm2krKz57Mzd7NzDiWlG5jKoc0kb0rNcgR7XIGcSOJ/uR5C+vXT72GBttJY3m52skc5WnYjh3JF08+SWJbz6lvQypjOJmtm8rulaQ59VnMyVzb1L7qxDEy2YTMrObUfmoiFQ2eeo1NjpGpbZ3MEK5/nU59VHViO+W+r5qsn3qdc2teaAfyzXOFpOiBdqBz+rNABgAA6BmWhiipBgl7EwAAIBNnkAcLBTIAAEAOm4v0BgwFMgAAQBYruEhvoFAgAwAA5LA6c0EkegYFMgAAQBYrGGIxUCiQAQAAMgVnkAdKXxbItuX5C9ovkJsBKklz59XP37a1/ilGttWv3+SN1OUrYvPzWiWNJPJ3U/m/iTxXpbajlL+dEvnATpwVSOa1Svm52om81WQ+sIqczvoFEksMpfpDKlS2SZ/PPCSlsp4btMHzEu/9lCYZwnWanIVKvYw+yHFPvmsz86YlKZL7Im87JXOSm8jMWk5mxafe12pwHE5ItaHR8Sn1GDX7253IP8/FRXoDpy8LZAAAgF4REkMsBgwFMgAAQKZI/10EfYQCGQAAIIsV3ElvoLA3AQAAcpg76Q0aCmQAAIAMQczbwKFABgAAyGKNmQJ5kFAgAwAAZCIHebD0ZYEcEYqtW+oWyH+S0cfq56fGGnXijZJ6HamMz1Q2ZJP83i5LZng2yZRNZS2nckZT2yGVid2kvyXynJO52Yks1OS+bvIYuZnVvfDhkNqXnWhjKpe2SX54dhsy855TOcdNtlNu3nOqv3VkXybamHkMjZH8fe3U60i0wdGBPPtE5nQy7z7RH5t8Iufk8nfiIz+breAM8kDpywIZAACgV4S4SG/QUCADAABkYgzyYOmBv4kCAAD0M2tsaLjtv6xHtl9u+2bbY7bXTph3ke0Ntm+1/aLK9PXltA22L8xqwCxFgQwAAJAhVEa9tfmX6SeSXirp29WJtg+RdIakp0paL+kjtodtD0v6sKQXSzpE0pnlspgEhlgAAADkcPdi3iLi/xVPsVOhfYqkyyJii6Sf2d4gaV05b0NE3FGud1m57C1daeCA4gwyAABApvBQ239dskrSXZXfN5bT2k3HJHAGGQAAIEOkbxSy0vYNld8viYhLxn+xfY2kJ7ZY780RcUWbx2w1diPU+uRnL4Th9ZX+LJBjTNpck1Ocyr3thNRz5OaQSvk5o4nVI5WL2wua5PumMoZT6yeieZzIAI1tNZnc41L7MjU/meWcyGqW5LmJt3tqW6fyf1OZ1tPAw4nX2Oh9l3qIxGPkhrJ24tjgzNzsJm3I7C+p1xC5Oe9NpF7nWF5GcfEYifdNk+NHxuM3ESOP1C+Q2hep7djgMzlSOet1beiJIGRprP5z//6IWNtuZkScOIWn3Chpn8rve0u6u/y53XQ0xBALAACATBFu+69LrpR0hu35tldLWiPpOknXS1pje7XteSou5LuyW40YVP15BhkAAKBHhKwxdeev17ZPlfQ3knaT9GXbP4qIF0XEzbYvV3Hx3YikcyNitFznPElXSxqWdGlE3NyVxg0wCmQAAIBMHYhza/24EV+U9MU2894p6Z0tpl8l6aquNGiWoEAGAADIYo0xanWgUCADAABkCEljQYE8SCiQAQAAMnVriAVmBgUyAABAFnMGecD0aYFsqS4zMZG56FTeotQsBzSH022IoZnPlU3x3MTrSGV0JrZzo3TLocSVw6mMzFTO8VgiA3Rbej/lZgQ7lSOaeA2SFKllUn0+lVvbiXzgVCZ1Iud4bPTR+vWHGnyApTLMu52z3iRbN3EMS/aXTuS05z5Gqo25OfBNzJ1fOzsSGeup/ipJnpPXn2Jbog3TUJN5XjpnvU7y2KAG782aNjR6X3dZSBrjDPJA6dMCGQAAoEcEY5AHDQUyAABAFoZYDBoKZAAAgAwhLtIbNBTIAAAAmUa7d0tpzAAKZAAAgExBgTxQKJABAAAyBGOQBw4FMgAAQI5giMWg6csC2UND8vwFU3+ATmQcpzJAU1mmDTI+k9mOmTmkkWhDMktV6YzOVG5t8jWoA/mZCZHK3k30tVi+KPkcycNmIm/VyTzWBtsgleec+Rxukt+bksrNTjyHU++rJtsp1e+TuduJPpvaD6lt0OQ5OpFznJLa32OZZ9Nys5ybSGyHRpn5KZnvi+QxNLcvSPmfV6ljw3D+vqr7rIkmGetdxkV6g6cvC2QAAIBeMjZGgTxIKJABAACymDvpDRgKZAAAgAwhziAPGgpkAACAHFykN3AokAEAADKEyEEeNBTIAAAAmTiDPFgokAEAADKEzBjkAdO/BXJdRmYyh7QDWagpqTbkPr7UIOs0lVPagTbuury+Can1U/mViYxiSYrUdkjlzqbyoufMz1pfkjSayDneurn+KbbUz2+Sq52dG5t6jk7ksabkvm+arD86Ujs7mbud28Y5DQ7LmVnKkXjvN8oWT/WH1HZokvdc+/gNlkkdP3Ljcxu991MPkdgXuVnyTXKYk+/NBseX3Dak+kNtn5/5HGRFfpdGb+nfAhkAAKBHjDHEYqBw43AAAIAMoeIMcrt/OWy/2/a/2r7R9hdtL6vMu8j2Btu32n5RZfr6ctoG2xfmtWB2okAGAADINDbW/l+mr0l6WkQcJuk2SRdJku1DJJ0h6amS1kv6iO1h28OSPizpxZIOkXRmuSwmgSEWAAAAGSKk0S5dpBcRX638eq2k08qfT5F0WURskfQz2xskrSvnbYiIOyTJ9mXlsrd0pYEDijPIAAAAmSLa/5O00vYNlX+vm+LT/KGkfyp/XiXprsq8jeW0dtMxCZxBBgAAyBBKnkG+PyLWtptp+xpJT2wx680RcUW5zJsljUj6X+OrtWlKq5OfZGxMEgUyAABAjkinltauHnFi3XzbZ0v6HUknRGx/po2S9qkstreku8uf201HQ31ZIMfYmGLTo3UL1D/AnLnpJ8nMQo1URmiDfN+uS7ybk9m7ksbuu7d+/patiQdI7KsmeawJTmVwJjJAhxYvqp+/ZJfJNmknsbV+O43V9XepWQ5yIpfWuX0y9fhNdmUqOzf1HKn3dpOM4tR2yM1zTmUYN5HY3zFSn7ud0uRzvlFWcjc16POROI4nK5omOccpqQiD1PEp9VmTOoaO5J84dG62d5N9lXoddY/RA+dGizPI3Xls2+slXSDpeRGxqTLrSkmfsf1eSXtJWiPpOhVnltfYXi3plyou5DurO60bXH1ZIAMAAPSSbhXIkj4kab6kr5UnMq6NiHMi4mbbl6u4+G5E0rkRMSpJts+TdLWKW+pcGhE3d611A4oCGQAAIEfmEIvah444sGbeOyW9s8X0qyRd1Z0WzQ4UyAAAABlCzUa6oX9QIAMAAGTq1hlkzAwKZAAAgAzFjUKokAcJBTIAAEAmhlgMFgpkAACADNHFi/QwM/q0QA6pLuczlVOayJyVlMymTL4PUjmlDb5qprInU7mRyazm1PrD6e4xvMee9fOHEvmZqQzQDohEf3Ai6zQefaR+fiq/U5IWJ7KSl66onZ3sC3PmpduQmfkaw/UZw2OJNkSqL0hyKiM48RpS63s0nQ88tGVT/QIjiYz0VAZxajtvbZBhvK3+GJbK1U5J5klLim6/d1PH8SYZxanjcOK9G6l93SQ7PDdDeChvX2bndksay82T7kTuf92+bHIMngZdjHnDDOjTAhkAAKB3BGOQBwoFMgAAQIbiIr2ZbgU6iQIZAAAgQ5GDzBnkQUKBDAAAkIOL9AYOBTIAAECW4AzygKFABgAAyBCSglPIA4UCGQAAIEcwBnnQ9GeBPBaKbe2zQr1wUe3qXrgw+RR1jy+lM4aTmuQgJ7JIc5Mlk+s3yBmNrVvqnyO1nVIZoYnsXUnJLOVUzrG21L+G2PRo/fwG+3IokVurufUZwkNzE9uhQcZwdq5sYl8Np7ZDKuO4E6YhZikSmbDJs0iJTNgmx5ZI9Bcn5qdkH9+KB6mfn5uj3IHblqVakJs136wRibz6RK52KiNdDTKtU+/95HZKfF42knP2NTdrugOCAnng9GeBDAAA0EMYYTFYKJABAAAyRIRGCUIeKBTIAAAAmZrc/Rz9gwIZAAAc8So3AAAMkklEQVQg02hizDr6CwUyAABABi7SGzwUyAAAAJliGlJ0MH0okAEAADJwkd7g6c8CechyXS5sKhMxlc+pBvmWqceYU79pPdwgwzP1bTSVI5rMIU1spya5tQ8/WDt7y7/dWzt/2yObauePbk7kB0saS+Shzlk4v3Z+KmM4tf78Jz2pdr4kxbLdauePzUu0MZE3rbH6bN6iEfX9ydsSedBDicNFYn7q8SWl+1yyTyc+oDpxhifVxsz3bZMWejixL3JzYZtcbZTaF6mc4tT6ibzoRhnpo3n5vJ63oHZ+dCB/14ntlMw5Tj5Bk7zpvH3heZn7UsrKSHOj19h9nEEeLB1IOQcAAJi9xscgt/uXw/Z/tX2j7R/Z/qrtvcrptv1B2xvK+U+vrHO27dvLf2dnvrxZiQIZAAAgRznEot2/TO+OiMMi4ghJX5L01nL6iyWtKf+9TtLfSpLtJ0h6m6RjJK2T9Dbby3MbMdtQIAMAAGSKiLb/Mh/34cqvi/X4SKxTJH0yCtdKWmZ7T0kvkvS1iHggIn4j6WuS1mc1YhbqzzHIAAAAPSJCGhupPVO80vYNld8viYhLmj6+7XdKerWkhyQ9v5y8StJdlcU2ltPaTcckUCADAABkCY3Vnym+PyLWtptp+xpJT2wx680RcUVEvFnSm21fJOk8FUMoWl2dGDXTMQkUyAAAABlC0ljGWOOIOLHhop+R9GUVBfJGSftU5u0t6e5y+nETpn9zyo2bpRiDDAAAkCOk0ZGxtv9y2F5T+fX3JP1r+fOVkl5dplk8Q9JDEXGPpKslvdD28vLivBeW0zAJfXkGecsDD+unl1/Tfv7D9Xmrmx9qkMeasG1zfe7s3AX1m3asQezL6LYGOcQ1hhJZzsOp7MoG9nhaq78IPW73px9UO3/xwQfWzveixelGpPJQU3nRmx+rnf3IjT+pnX/3//pS/eNL2vJIfZ7z6Jb6/rR1U32e68jmdF8Z2VT/HKOP1R/Ex0bq++zwwvr+NDQnP6t06wP1r2Hbw3nvmSbm7lqfS5vajilj29LHhnkr6o8v857Q/UN76vgyNla/HXKPT069ryWNbqtvQ+oYOzy3fl8Pz00fQ1PZuKNb69vo4bz3TTT4rMndV9Ohbjs8evf909iSdvIvxqtxse2DJY1J+rmkc8rpV0k6SdIGSZskvUaSIuIB2/9V0vXlcm+PiAe61bhB1ZcFMgAAQK+IkEZHuvMFPSJe1mZ6SDq3zbxLJV3alQbNEhTIAAAAmbp4BhkzgAIZAAAgQ0SkYt7QZyiQAQAAcoQ0Otr9ayAwfSiQAQAAMoQieUEm+gsFMgAAQA7OIA8cCmQAAIBMnEEeLH1ZIN+76El6z5GfbTv/gXsfrF3/oft+nXyOOfPn1c4fHq7Px9yyqT5btwlnZk9GIttyLPFmHp5T/xolaeXKPWrn7zN399r5K7Sgdv6CsfQ2SMWEDre86+bjRobqt8P8dfXrP/HF6QszhhPPcf9D9dv6Vw/UP8ejj9bnAxfL1Gcpb0lkew8lcmcXLqrPo54zp0FmbOZV4Jsfq38Njz6SzkDfvKk+s/qxRzfXzk9l66YyZ5t8yG767aP1bdhav69Tmhx7xhJny3Ijr1LHryZ9xa7vs3MTx/nUc3Qi1it1nM19jibH8ZRtW+rfE9NhqOYz95e/+KNpbElrEZF8T6C/9GWBDAAA0DuCIRYDhgIZAAAgQwRDLAYNBTIAAECOkMa6dCc9zAwKZAAAgCyhCG4UMkgokAEAADJEdOaiTfQOCmQAAIAspFgMGgpkAACAHFykN3Ccmzs6E2z/StLPK5NWSrp/hpqD6cW+RhX9YfZgX2PcxL6wX0TsNlONkSTbX1HRrnbuj4j109Ue5OvLAnki2zdExNqZbge6j32NKvrD7MG+xjj6AqZD3q3aAAAAgAFDgQwAAABUDEqBfMlMNwDThn2NKvrD7MG+xjj6ArpuIMYgAwAAAJ0yKGeQAQAAgI6gQAYAAAAqerJAtr3e9q22N9i+sMX8+bY/V87/ge39K/MuKqffavtF09luTF6DfX2O7Zts/8j2d20fUk7f3/Zj5fQf2f7o9LcendSgL7yvsr9vs/1gOf0I29+3fbPtG22fPv2tx2TYvtT2fbZ/0ma+bX+w7As32n56Of35lT7wI9ubbb9keluPTkv1h8pyR9setX3ahOm72v6l7Q91t6WYTXpuDLLtYUm3SXqBpI2Srpd0ZkTcUlnmDZIOi4hzbJ8h6dSIOL0snj4raZ2kvSRdI+mgiOD+jz2o4b7eNSIeLn/+PUlviIj15ZeiL0XE06a94ei4Jn1hwvJvlHRkRPyh7YMkRUTcbnsvST+U9JSIeHCamo9Jsv1cSY9I+mSr97DtkyS9UdJJko6R9IGIOGbCMk+QtEHS3hGxqfutRrek+kO5zLCkr0naLOnSiPh8Zd4HJO0m6YGIOG8amoxZoBfPIK+TtCEi7oiIrZIuk3TKhGVOkfSJ8ufPSzrBtsvpl0XEloj4mYqD5zrbi21/2faPbf+EM0w9I7mvx4vj0mJJtd/obA/b/ni5n2+y/aaOtxrd0OR9X3Wmii/DiojbIuL28ue7Jd2n4sNSti+2fUt5FvI9XX0FaCwivi3pgZpFTlFRLEVEXCtpme09JyxzmqR/Gi+O2df9q0F/kIovTF9Q8f7ezvZRkvaQ9NXKND4HkG3OTDeghVWS7qr8vlHFGYSWy0TEiO2HJK0op187Yd1VKs4m3x0RJ0uS7aXdaTomqcm+lu1zJZ0vaZ6k4yuzVtv+F0kPS3pLRHxH0hGSVo2fhbC9rEttR2c16guSZHs/SaslfaPFvHUq+slPyzOMp0p6ckQEfaGvtOoPqyTdU5l2hqT3StvPJrOvB5TtVSr27/GSjq5MH5L015JeJemEyip8DiBbL55BdotpE88atlum3fSbJJ1o+122j42IhzLbiM5osq8VER+OiAMkXSDpLeXkeyTtGxFHqiieP2N7V0l3SHqS7b+xvV5F8Yze16gvlM6Q9PmJQ6fKM4yfkvSaiBhTse83S/qY7ZdK4s/w/aO2P5T7+lBJV5eT2NeD7f2SLmgxXPINkq6KiLsmTOdzANl6sUDeKGmfyu97S7q73TK250haquLPMy3XjYjbJB2lolB+h+23dqfpmKQm+7rqMkkvkaRyGM2vy59/KOmnKsab/0bS4ZK+KekcSR/rfLPRBZPpC2eoHF4xrvxy9GUVf0m4Vir+uqRi6MYXJP2OpK90uM3onlR/eIWkL0bENol9PQuslXSZ7TtVDK35SHlx5jMlnVdOf4+kV9u+mM8BdEIvDrG4XtIa26sl/VLFh+FZE5a5UtLZkr6v4s3yjfLPaleqOJP4XhXDKtZIuq68cOeBiPh0eeX7H03Ta0G95L62vWZ8fKmkkyXdXk4fvyBj1PaTVOzrO2yvlLQ1Ir5g+1ZJn56m14I8Td73sn2wpOUq3vvj0+ZJ+qKKMat/X5m+RNKiiLjK9j+rOKuE/nClisLnMhVDbR6KiOrwijMlXTT+C/t6sEXE6vGfbX9cxQXa/yjpHyvT/0DS2oi4kM8BdELPFcjlmOLzVPzpbFjF1ao32367pBsi4kpJfyfpU7Y3qDhzfEa57s22L5d0i6QRSeeWBdShkt5te0zSNkl/PP2vDBM13Nfn2T5RxX77jYovRpL0XElvtz0iaVTSORHxgO3DJf3PcmyaVPkQRe9q2BekojC6LHaM33mFiv6wovyQlKQ/kHSvpCtsL1DxJ/vzu/9K0ITtz0o6TtJK2xslvU3SXEmKiI9KukpFgsUGFcMlXlNZd38VZ5e/VXnIXcS+7lsN+sNkrRKfA8jUczFvAAAAwEzqxTHIAAAAwIyhQAYAAAAqKJABAACACgpkAAAAoIICGQAAAKjouZg3ALOT7RWSvl7++kQV8X2/Kn/fFBHPmpGGAQBmHWLeAPQc2/9Z0iMR8Z6ZbgsAYPZhiAWAnmf7kfL/42x/y/YVtu+wfbHtV9q+zvZNtg8ol9vN9hdsX1/+e/bMvgIAQD+hQAbQbw6XdI6kp0h6laSDImKdpI9JemO5zAckvS8ijpb0snIeAACNMAYZQL+5PiLukSTbP5X01XL6TZKeX/58oqRDbI+vs6vtXSLit9PaUgBAX6JABtBvtlR+Hqv8PqbHj2lDkp4ZEY9NZ8MAAIOBIRYABtFXJZ03/ovtI2awLQCAPkOBDGAQ/XtJa23faPsWFWOWAQBohJg3AAAAoIIzyAAAAEAFBTIAAABQQYEMAAAAVFAgAwAAABUUyAAAAEAFBTIAAABQQYEMAAAAVPx/70BfEWpzMKkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_wave('./xiao1.wav')\n",
    "show_wave('./xiao2.wav')\n",
    "show_wave('./xiao3.wav')\n",
    "show_wave('./xiao4.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
